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benchmark/IOL/ioling_hf/reports/ioling_hint_diversity/Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_manual_v6_val_component_scaffold_v2_16x_4k.md

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+# IOLing Hint Diversity Probe
+
+- generated: `2026-07-10T23:35:13.066706+00:00`
+- model: `Qwen/Qwen3-4B-Instruct-2507`
+- samples: `32`
+- positive samples: `32`
+- exact samples: `31`
+
+## Method Summary
+
+| split | method | records | samples | records + | records exact | sample + | sample exact | mean best | format | unique boxes |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
+| val | derivation_scaffold_hint | 2 | 32 | 2 | 2 | 1.000 | 0.969 | 1.000 | 1.000 | 3 |
+
+## Positive Samples
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `0`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `1`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `2`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `3`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `4`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `5`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `6`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `7`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `8`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `9`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `10`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `11`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `12`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `14`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `15`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `0`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `1`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `2`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `3`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `4`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `5`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `6`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `7`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `8`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `9`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `10`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `11`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `12`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `13`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `14`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `15`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `13`
+
+- score: `0.5`
+- matched: `b.2`
+- missed: `b.1`
+
+```text
+b.1: om-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+

benchmark/IOL/ioling_hf/reports/ioling_hint_diversity/Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_manual_v6_val_derivation_scaffold_16x_4k.md

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+# IOLing Hint Diversity Probe
+
+- generated: `2026-07-10T23:31:43.624011+00:00`
+- model: `Qwen/Qwen3-4B-Instruct-2507`
+- samples: `32`
+- positive samples: `0`
+- exact samples: `0`
+
+## Method Summary
+
+| split | method | records | samples | records + | records exact | sample + | sample exact | mean best | format | unique boxes |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
+| val | derivation_scaffold_hint | 2 | 32 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 32 |
+
+## Positive Samples
+
+No positive samples found.

benchmark/IOL/ioling_hf/reports/ioling_hint_diversity/Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_manual_v7_concise_hints_groot_4k.md

@@ -0,0 +1,39 @@
+# IOLing Hint Diversity Probe
+
+- generated: `2026-07-10T23:38:59.581555+00:00`
+- model: `Qwen/Qwen3-4B-Instruct-2507`
+- samples: `345`
+- positive samples: `1`
+- exact samples: `0`
+
+## Method Summary
+
+| split | method | records | samples | records + | records exact | sample + | sample exact | mean best | format | unique boxes |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
+| train | anti_nearmiss | 9 | 36 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 28 |
+| train | groot_1x4 | 9 | 36 | 1 | 0 | 0.028 | 0.000 | 0.037 | 1.000 | 36 |
+| train | groot_anchor_iid | 9 | 9 | 0 | 0 | 0.000 | 0.000 | 0.000 | 0.889 | 9 |
+| train | iid | 9 | 36 | 0 | 0 | 0.000 | 0.000 | 0.000 | 0.917 | 27 |
+| train | redacted_solution_hint | 9 | 18 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 18 |
+| train | solver_checklist | 9 | 36 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 30 |
+| train | unit_audit | 9 | 36 | 0 | 0 | 0.000 | 0.000 | 0.000 | 0.917 | 28 |
+| val | anti_nearmiss | 6 | 24 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 23 |
+| val | groot_1x4 | 6 | 24 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 23 |
+| val | groot_anchor_iid | 6 | 6 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 6 |
+| val | iid | 6 | 24 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 24 |
+| val | redacted_solution_hint | 6 | 12 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 12 |
+| val | solver_checklist | 6 | 24 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 22 |
+| val | unit_audit | 6 | 24 | 0 | 0 | 0.000 | 0.000 | 0.000 | 1.000 | 24 |
+
+## Positive Samples
+
+### `train` `iol-2016-individual-p5-sub-a` `groot_1x4` sample `1`
+
+- score: `0.3333333333333333`
+- matched: `a.1`
+- missed: `a.2, a.3`
+
+```text
+a.1: is it in my house?; a.2: in the pot; a.3: in the field
+```
+

benchmark/IOL/ioling_hf/reports/ioling_hint_diversity/Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_manual_v7_val_component_scaffold_v2_16x_4k.md

@@ -0,0 +1,316 @@
+# IOLing Hint Diversity Probe
+
+- generated: `2026-07-10T23:39:41.687115+00:00`
+- model: `Qwen/Qwen3-4B-Instruct-2507`
+- samples: `32`
+- positive samples: `30`
+- exact samples: `29`
+
+## Method Summary
+
+| split | method | records | samples | records + | records exact | sample + | sample exact | mean best | format | unique boxes |
+| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
+| val | derivation_scaffold_hint | 2 | 32 | 2 | 2 | 0.938 | 0.906 | 1.000 | 0.938 | 4 |
+
+## Positive Samples
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `0`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `1`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `2`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `3`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `4`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `5`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `6`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `7`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `8`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `9`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `10`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `11`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `12`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `14`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `15`
+
+- score: `1.0`
+- matched: `b.1, b.2`
+- missed: ``
+
+```text
+b.1: öm-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `0`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `1`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `2`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `3`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `4`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `5`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `6`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `8`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `9`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `10`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `11`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `12`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `13`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-c` `derivation_scaffold_hint` sample `15`
+
+- score: `1.0`
+- matched: `c.1, c.2`
+- missed: ``
+
+```text
+c.1: fete nimbo ngámbi; c.2: yànparo tarumba yenówe fete asàr tàxwo tambaroy
+```
+
+### `val` `iol-2015-individual-p1-sub-b` `derivation_scaffold_hint` sample `13`
+
+- score: `0.5`
+- matched: `b.2`
+- missed: `b.1`
+
+```text
+b.1: om-pöhualli-om-öme; b.2: cen-tzontli-on-näuh-pöhualli-om-mahtlactli-on-nähui
+```
+

benchmark/IOL/ioling_hf/rl/ioling_qwen3_4b_manual_v14_expanded_clean/summary.json

@@ -0,0 +1,15 @@
+{
+  "schema_version": "ioling_rl_manual_expanded_clean_v14",
+  "parent_data": "data/rl/ioling_qwen3_4b_manual_v13_expanded_clean",
+  "manual_expansion_ledger": "data/manual_overrides/train_expansion_v14.json",
+  "train_count": 123,
+  "val_count": 24,
+  "total_count": 147,
+  "expansion_count": 35,
+  "train_source_problem_count": 15,
+  "val_source_problem_count": 3,
+  "source_overlap": [],
+  "prompt_style": "strict_keyed_atomic_clean_v14",
+  "scoring_overrides": "data/manual_overrides/scoring_overrides_v1.json",
+  "note": "Adds 35 manually checked Kimbundu, Hakhun, and Terena tasks; validation is unchanged."
+}

benchmark/IOL/ioling_hf/rl/ioling_qwen3_4b_manual_v8_atomic/summary.json

@@ -0,0 +1,13 @@
+{
+  "schema_version": "ioling_rl_atomic_v8",
+  "parent_data": "data/rl/ioling_qwen3_4b_manual_v7_concise",
+  "train_count": 38,
+  "val_count": 24,
+  "total_count": 62,
+  "train_source_problem_count": 6,
+  "val_source_problem_count": 3,
+  "source_overlap": [],
+  "prompt_style": "strict_keyed_atomic_v8",
+  "include_prior_answers": false,
+  "note": "Every row targets one manually PDF-checked answer unit; source-problem split is preserved."
+}

benchmark/IOL/ioling_hf/rl/ioling_qwen3_4b_manual_v9_atomic_with_prior/summary.json

@@ -0,0 +1,13 @@
+{
+  "schema_version": "ioling_rl_atomic_with_prior_v9",
+  "parent_data": "data/rl/ioling_qwen3_4b_manual_v7_concise",
+  "train_count": 38,
+  "val_count": 24,
+  "total_count": 62,
+  "train_source_problem_count": 6,
+  "val_source_problem_count": 3,
+  "source_overlap": [],
+  "prompt_style": "strict_keyed_atomic_with_prior_v9",
+  "include_prior_answers": true,
+  "note": "Every row targets one manually PDF-checked answer unit; later items receive explicitly paired earlier targets and verified answers; source-problem split is preserved."
+}

benchmark/IOL/ioling_hf/sft/ioling_selected_student_traces_v2/summary.json

@@ -0,0 +1,8 @@
+{
+  "schema_version": "ioling_selected_student_traces_v2",
+  "rows": 61,
+  "source_problems": 9,
+  "manual_expansion_rows": 23,
+  "all_production_exact": true,
+  "manual_review": "Every completion checked against target-specific facts; expansion transcribed directly from rendered official pages."
+}

benchmark/IOL/ioling_hf/sft/ioling_selected_student_traces_v3_clean_prompt/summary.json

@@ -0,0 +1,7 @@
+{
+  "schema_version": "ioling_selected_student_traces_v3_clean_prompt",
+  "parent_data": "data/sft/ioling_selected_student_traces_v2",
+  "rows": 61,
+  "source_problems": 9,
+  "all_production_exact": true
+}

benchmark/IOL/ioling_hf/sft/ioling_selected_student_traces_v4_expanded_clean/summary.json

@@ -0,0 +1,8 @@
+{
+  "schema_version": "ioling_selected_student_traces_v4_expanded_clean",
+  "parent_data": "data/sft/ioling_selected_student_traces_v3_clean_prompt",
+  "rows": 80,
+  "source_problems": 11,
+  "manual_expansion_rows": 19,
+  "all_production_exact": true
+}